Profiling Report

Dataset statistics

Number of variables	18
Number of observations	138845
Missing cells	109449
Missing cells (%)	4.4%
Duplicate rows	6562
Duplicate rows (%)	4.7%
Total size in memory	19.1 MiB
Average record size in memory	144.0 B

Variable types

Numeric	14
Text	1
Categorical	2
DateTime	1

Alerts

Dataset has 6562 (4.7%) duplicate rows	Duplicates
`dtdlevel` is highly overall correlated with `sigma`	High correlation
`sigma` is highly overall correlated with `dtdlevel` and 1 other fields	High correlation
`sizelevel` is highly overall correlated with `sigma`	High correlation
`Y` is highly imbalanced (85.7%)	Imbalance
`StkIndx` has 1991 (1.4%) missing values	Missing
`dtdlevel` has 14551 (10.5%) missing values	Missing
`dtdtrend` has 14551 (10.5%) missing values	Missing
`liqnonfinlevel` has 16952 (12.2%) missing values	Missing
`liqnonfintrend` has 16952 (12.2%) missing values	Missing
`ni2talevel` has 8953 (6.4%) missing values	Missing
`ni2tatrend` has 8953 (6.4%) missing values	Missing
`sizelevel` has 1949 (1.4%) missing values	Missing
`sizetrend` has 1949 (1.4%) missing values	Missing
`m2b` has 9145 (6.6%) missing values	Missing
`sigma` has 6969 (5.0%) missing values	Missing
`DTDmedianNonFin` has 6500 (4.7%) missing values	Missing
`liqnonfintrend` has 4151 (3.0%) zeros	Zeros
`ni2tatrend` has 4405 (3.2%) zeros	Zeros
`sizetrend` has 1451 (1.0%) zeros	Zeros

Reproduction

Analysis started	2024-03-01 05:05:13.047512
Analysis finished	2024-03-01 05:05:24.725937
Duration	11.68 seconds
Software version	ydata-profiling vv4.6.5
Download configuration	config.json

CompNo
Real number (ℝ)

Distinct	974
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52134.021

Minimum	27014
Maximum	213058
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	27014
5-th percentile	27396
Q1	29416
median	33327
Q3	45104
95-th percentile	164770
Maximum	213058
Range	186044
Interquartile range (IQR)	15688

Descriptive statistics

Standard deviation	44416.305
Coefficient of variation (CV)	0.85196392
Kurtosis	3.9092356
Mean	52134.021
Median Absolute Deviation (MAD)	5387
Skewness	2.2546017
Sum	7.2385481 × 10⁹
Variance	1.9728081 × 10⁹
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30321	1488	1.1%
33327	1448	1.0%
32554	1188	0.9%
27940	780	0.6%
27771	768	0.6%
31079	752	0.5%
34160	736	0.5%
34269	730	0.5%
46648	612	0.4%
32700	600	0.4%
Other values (964)	129743	93.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27014	154	0.1%
27026	215	0.2%
27044	432	0.3%
27049	132	0.1%
27057	379	0.3%
27064	398	0.3%
27081	147	0.1%
27085	432	0.3%
27095	354	0.3%
27125	111	0.1%

Value	Count	Frequency (%)
213058	1	< 0.1%
212750	3	< 0.1%
212613	3	< 0.1%
212539	4	< 0.1%
212535	4	< 0.1%
212411	5	< 0.1%
212072	7	< 0.1%
211853	8	< 0.1%
211801	8	< 0.1%
211730	9	< 0.1%

StkIndx
Real number (ℝ)

MISSING

Distinct	420
Distinct (%)	0.3%
Missing	1991
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.094778594

Minimum	-0.46605694
Maximum	0.53714506
Zeros	0
Zeros (%)	0.0%
Negative	29444
Negative (%)	21.2%
Memory size	1.1 MiB

Quantile statistics

Minimum	-0.46605694
5-th percentile	-0.22016641
Q1	0.025735611
median	0.11191686
Q3	0.1898926
95-th percentile	0.32690037
Maximum	0.53714506
Range	1.003202
Interquartile range (IQR)	0.16415699

Descriptive statistics

Standard deviation	0.15806432
Coefficient of variation (CV)	1.6677217
Kurtosis	1.1452967
Mean	0.094778594
Median Absolute Deviation (MAD)	0.083104719
Skewness	-0.66204689
Sum	12970.83
Variance	0.024984329
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.015483874	419	0.3%
-0.026497118	415	0.3%
0.1488779077	415	0.3%
0.172900003	415	0.3%
0.222931686	415	0.3%
0.1453020353	414	0.3%
0.2191530226	412	0.3%
0.1139063278	412	0.3%
0.1436556584	412	0.3%
0.052483688	411	0.3%
Other values (410)	132714	95.6%
(Missing)	1991	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.466056938	381	0.3%
-0.396786875	377	0.3%
-0.389790726	382	0.3%
-0.388840878	384	0.3%
-0.383806412	383	0.3%
-0.373725993	389	0.3%
-0.370080615	377	0.3%
-0.342654442	374	0.3%
-0.28619143	308	0.2%
-0.28178125	376	0.3%

Value	Count	Frequency (%)
0.5371450583	265	0.2%
0.4911946246	378	0.3%
0.4671174103	374	0.3%
0.4656900247	372	0.3%
0.4551854396	379	0.3%
0.4356293691	267	0.2%
0.3913071653	276	0.2%
0.387618666	269	0.2%
0.387363666	377	0.3%
0.3861606495	272	0.2%

STInt
Real number (ℝ)

Distinct	380
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0010968872

Minimum	-0.012214004
Maximum	0.024865262
Zeros	0
Zeros (%)	0.0%
Negative	76147
Negative (%)	54.8%
Memory size	1.1 MiB

Quantile statistics

Minimum	-0.012214004
5-th percentile	-0.011607765
Q1	-0.011071139
median	-0.003467288
Q3	0.008124856
95-th percentile	0.013070641
Maximum	0.024865262
Range	0.037079266
Interquartile range (IQR)	0.019195995

Descriptive statistics

Standard deviation	0.0094964401
Coefficient of variation (CV)	-8.6576266
Kurtosis	-1.0235067
Mean	-0.0010968872
Median Absolute Deviation (MAD)	0.007958286
Skewness	0.42761455
Sum	-152.29731
Variance	9.0182374 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.011587477	2818	2.0%
-0.011668229	2015	1.5%
-0.011527012	1842	1.3%
-0.0115473	1474	1.1%
-0.011486835	1442	1.0%
-0.011506725	1322	1.0%
-0.011647942	1221	0.9%
-0.011385795	1177	0.8%
-0.011627654	1116	0.8%
-0.011304247	1030	0.7%
Other values (370)	123388	88.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.012214004	306	0.2%
-0.011748982	415	0.3%
-0.011728694	371	0.3%
-0.011668229	2015	1.5%
-0.011658284	536	0.4%
-0.011647942	1221	0.9%
-0.011628052	820	0.6%
-0.011627654	1116	0.8%
-0.011607765	680	0.5%
-0.011587477	2818	2.0%

Value	Count	Frequency (%)
0.024865262	180	0.1%
0.024025915	179	0.1%
0.023767348	179	0.1%
0.023226347	180	0.1%
0.022760927	177	0.1%
0.021579476	176	0.1%
0.02108621	179	0.1%
0.020835599	181	0.1%
0.020771952	182	0.1%
0.020398025	174	0.1%

dtdlevel
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	115141
Distinct (%)	92.6%
Missing	14551
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	4.2991202

Minimum	-1.1168851
Maximum	118.31697
Zeros	0
Zeros (%)	0.0%
Negative	1900
Negative (%)	1.4%
Memory size	1.1 MiB

Quantile statistics

Minimum	-1.1168851
5-th percentile	0.53772582
Q1	1.9760642
median	3.3710501
Q3	5.1322301
95-th percentile	9.9480426
Maximum	118.31697
Range	119.43385
Interquartile range (IQR)	3.1561659

Descriptive statistics

Standard deviation	5.5270212
Coefficient of variation (CV)	1.2856168
Kurtosis	168.64347
Mean	4.2991202
Median Absolute Deviation (MAD)	1.5344607
Skewness	10.366191
Sum	534354.85
Variance	30.547963
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
118.3169675	53	< 0.1%
-1.116885091	17	< 0.1%
5.73521942	4	< 0.1%
5.702660791	4	< 0.1%
5.643814216	4	< 0.1%
5.603357441	4	< 0.1%
5.602988493	4	< 0.1%
5.687682295	4	< 0.1%
5.793059361	4	< 0.1%
4.989592467	4	< 0.1%
Other values (115131)	124192	89.4%
(Missing)	14551	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.116885091	17	< 0.1%
-1.111951219	1	< 0.1%
-1.106957554	1	< 0.1%
-1.091353925	1	< 0.1%
-1.063364547	1	< 0.1%
-1.056525888	1	< 0.1%
-1.054957738	1	< 0.1%
-1.040832177	1	< 0.1%
-1.039147793	1	< 0.1%
-1.038945068	2	< 0.1%

Value	Count	Frequency (%)
118.3169675	53	< 0.1%
117.0148285	1	< 0.1%
116.1978617	1	< 0.1%
114.5963057	1	< 0.1%
114.2586449	1	< 0.1%
114.1202515	1	< 0.1%
113.3098507	1	< 0.1%
113.1156432	1	< 0.1%
112.8588047	1	< 0.1%
111.5316221	1	< 0.1%

dtdtrend
Real number (ℝ)

MISSING

Distinct	113877
Distinct (%)	91.6%
Missing	14551
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	-0.16537307

Minimum	-47.167559
Maximum	15.157938
Zeros	1350
Zeros (%)	1.0%
Negative	63866
Negative (%)	46.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-47.167559
5-th percentile	-2.0881589
Q1	-0.62826789
median	-0.025982741
Q3	0.50830475
95-th percentile	1.6370484
Maximum	15.157938
Range	62.325497
Interquartile range (IQR)	1.1365726

Descriptive statistics

Standard deviation	2.1642078
Coefficient of variation (CV)	-13.086821
Kurtosis	244.98052
Mean	-0.16537307
Median Absolute Deviation (MAD)	0.56491424
Skewness	-11.953834
Sum	-20554.881
Variance	4.6837954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1350	1.0%
-47.16755948	110	0.1%
15.15793786	36	< 0.1%
-1.040891429	4	< 0.1%
-0.463413691	4	< 0.1%
-0.389136497	4	< 0.1%
-0.139299649	4	< 0.1%
0.1186395204	4	< 0.1%
-0.02125906	4	< 0.1%
-0.150985797	4	< 0.1%
Other values (113867)	122770	88.4%
(Missing)	14551	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-47.16755948	110	0.1%
-46.73164008	1	< 0.1%
-46.60106361	1	< 0.1%
-46.4957344	1	< 0.1%
-46.21911642	1	< 0.1%
-45.81706133	1	< 0.1%
-45.81101048	1	< 0.1%
-45.26144951	1	< 0.1%
-45.18433658	1	< 0.1%
-44.45940874	1	< 0.1%

Value	Count	Frequency (%)
15.15793786	36	< 0.1%
15.08426836	1	< 0.1%
14.85836332	1	< 0.1%
14.83878119	1	< 0.1%
14.67965219	1	< 0.1%
14.59354619	1	< 0.1%
14.38091524	1	< 0.1%
14.15669712	1	< 0.1%
14.14431982	1	< 0.1%
14.05498174	1	< 0.1%

liqnonfinlevel
Real number (ℝ)

MISSING

Distinct	109635
Distinct (%)	89.9%
Missing	16952
Missing (%)	12.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.44777511

Minimum	-4.2180651
Maximum	4.789012
Zeros	203
Zeros (%)	0.1%
Negative	34886
Negative (%)	25.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	-4.2180651
5-th percentile	-0.71946541
Q1	-0.055897606
median	0.34282907
Q3	0.89180212
95-th percentile	1.9453205
Maximum	4.789012
Range	9.0070771
Interquartile range (IQR)	0.94769973

Descriptive statistics

Standard deviation	0.85755859
Coefficient of variation (CV)	1.9151547
Kurtosis	2.5515264
Mean	0.44777511
Median Absolute Deviation (MAD)	0.45906846
Skewness	0.40433252
Sum	54580.651
Variance	0.73540674
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	203	0.1%
-4.218065107	45	< 0.1%
0.7526221567	38	< 0.1%
0.9036635029	26	< 0.1%
-0.017452071	24	< 0.1%
0.9036635029	16	< 0.1%
-0.068431704	16	< 0.1%
4.789012003	15	< 0.1%
1.811759502	14	< 0.1%
2.079441542	13	< 0.1%
Other values (109625)	121483	87.5%
(Missing)	16952	12.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.218065107	45	< 0.1%
-4.2064226	1	< 0.1%
-4.204077352	2	< 0.1%
-4.19178299	1	< 0.1%
-4.187398912	1	< 0.1%
-4.183014834	1	< 0.1%
-4.178630756	1	< 0.1%
-4.169744989	1	< 0.1%
-4.160859222	1	< 0.1%
-4.109173176	1	< 0.1%

Value	Count	Frequency (%)
4.789012003	15	< 0.1%
4.761431703	1	< 0.1%
4.752435019	1	< 0.1%
4.676610765	1	< 0.1%
4.674360969	1	< 0.1%
4.631897193	1	< 0.1%
4.626357863	1	< 0.1%
4.598922696	1	< 0.1%
4.590481041	1	< 0.1%
4.570124925	1	< 0.1%

liqnonfintrend
Real number (ℝ)

MISSING ZEROS

Distinct	108244
Distinct (%)	88.8%
Missing	16952
Missing (%)	12.2%
Infinite	0
Infinite (%)	0.0%
Mean	-0.020477582

Minimum	-2.5826213
Maximum	2.7124531
Zeros	4151
Zeros (%)	3.0%
Negative	61960
Negative (%)	44.6%
Memory size	1.1 MiB

Quantile statistics

Minimum	-2.5826213
5-th percentile	-0.58289404
Q1	-0.14353002
median	-0.003240231
Q3	0.10750368
95-th percentile	0.52033792
Maximum	2.7124531
Range	5.2950745
Interquartile range (IQR)	0.2510337

Descriptive statistics

Standard deviation	0.38586944
Coefficient of variation (CV)	-18.843506
Kurtosis	10.206208
Mean	-0.020477582
Median Absolute Deviation (MAD)	0.12505585
Skewness	-0.16278761
Sum	-2496.0739
Variance	0.14889522
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4151	3.0%
-2.582621346	123	0.1%
2.712453109	76	0.1%
1.110223025 × 10^-16	55	< 0.1%
5.551115123 × 10^-17	52	< 0.1%
2.220446049 × 10^-16	49	< 0.1%
-4.44 × 10^-16	39	< 0.1%
-2.22 × 10^-16	33	< 0.1%
2.775557562 × 10^-17	30	< 0.1%
4.440892099 × 10^-16	26	< 0.1%
Other values (108234)	117259	84.5%
(Missing)	16952	12.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.582621346	123	0.1%
-2.564436361	1	< 0.1%
-2.563153566	1	< 0.1%
-2.562565942	1	< 0.1%
-2.562531044	1	< 0.1%
-2.555993515	1	< 0.1%
-2.553724234	1	< 0.1%
-2.551007778	1	< 0.1%
-2.550851039	1	< 0.1%
-2.54547765	1	< 0.1%

Value	Count	Frequency (%)
2.712453109	76	0.1%
2.708526465	1	< 0.1%
2.702710696	1	< 0.1%
2.676394306	1	< 0.1%
2.667518179	1	< 0.1%
2.661802009	1	< 0.1%
2.642311925	1	< 0.1%
2.640658695	1	< 0.1%
2.640166374	1	< 0.1%
2.611475736	1	< 0.1%

ni2talevel
Real number (ℝ)

MISSING

Distinct	115606
Distinct (%)	89.0%
Missing	8953
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.0016797939

Minimum	-1.4283198
Maximum	0.22986495
Zeros	29
Zeros (%)	< 0.1%
Negative	47970
Negative (%)	34.5%
Memory size	1.1 MiB

Quantile statistics

Minimum	-1.4283198
5-th percentile	-0.034071917
Q1	-0.003787868
median	0.002115606
Q3	0.0061753045
95-th percentile	0.020305281
Maximum	0.22986495
Range	1.6581848
Interquartile range (IQR)	0.0099631725

Descriptive statistics

Standard deviation	0.03900756
Coefficient of variation (CV)	23.221634
Kurtosis	128.304
Mean	0.0016797939
Median Absolute Deviation (MAD)	0.004700537
Skewness	-2.0229448
Sum	218.19179
Variance	0.0015215897
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2298649538	1612	1.2%
-0.018652636	48	< 0.1%
0.006652127	48	< 0.1%
0	29	< 0.1%
-0.005703345	24	< 0.1%
0.007225708	18	< 0.1%
0.001422808	16	< 0.1%
-0.158508159	14	< 0.1%
-0.023298238	14	< 0.1%
0.059582591	13	< 0.1%
Other values (115596)	128056	92.2%
(Missing)	8953	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.428319825	2	< 0.1%
-1.175699989	1	< 0.1%
-1.137743958	4	< 0.1%
-1.122115429	1	< 0.1%
-1.117161473	1	< 0.1%
-1.078875945	1	< 0.1%
-1.078151108	1	< 0.1%
-1.076482938	1	< 0.1%
-1.035642257	1	< 0.1%
-0.982051901	1	< 0.1%

Value	Count	Frequency (%)
0.2298649538	1612	1.2%
0.2298623603	1	< 0.1%
0.229709554	1	< 0.1%
0.2292476561	1	< 0.1%
0.2292412976	1	< 0.1%
0.2291022061	1	< 0.1%
0.229090997	1	< 0.1%
0.2288298434	1	< 0.1%
0.228098656	1	< 0.1%
0.2273837558	1	< 0.1%

ni2tatrend
Real number (ℝ)

MISSING ZEROS

Distinct	115204
Distinct (%)	88.7%
Missing	8953
Missing (%)	6.4%
Infinite	0
Infinite (%)	0.0%
Mean	-0.00016104928

Minimum	-0.64578297
Maximum	0.67923669
Zeros	4405
Zeros (%)	3.2%
Negative	59997
Negative (%)	43.2%
Memory size	1.1 MiB

Quantile statistics

Minimum	-0.64578297
5-th percentile	-0.020404064
Q1	-0.002495671
median	2.2055927 × 10^-5
Q3	0.0030656153
95-th percentile	0.020342929
Maximum	0.67923669
Range	1.3250197
Interquartile range (IQR)	0.0055612863

Descriptive statistics

Standard deviation	0.035835985
Coefficient of variation (CV)	-222.51565
Kurtosis	183.23216
Mean	-0.00016104928
Median Absolute Deviation (MAD)	0.0027771975
Skewness	0.47449378
Sum	-20.919013
Variance	0.0012842178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4405	3.2%
0.6792366888	82	0.1%
-0.645782973	77	0.1%
3.469446952 × 10^-18	46	< 0.1%
-2.78 × 10^-17	27	< 0.1%
-8.67 × 10^-19	19	< 0.1%
1.734723476 × 10^-18	16	< 0.1%
8.67361738 × 10^-19	16	< 0.1%
5.551115123 × 10^-17	15	< 0.1%
-2.08 × 10^-17	13	< 0.1%
Other values (115194)	125176	90.2%
(Missing)	8953	6.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.645782973	77	0.1%
-0.640884751	1	< 0.1%
-0.615084129	1	< 0.1%
-0.610258337	1	< 0.1%
-0.59932527	1	< 0.1%
-0.587791049	1	< 0.1%
-0.580944265	1	< 0.1%
-0.570222007	1	< 0.1%
-0.569720936	1	< 0.1%
-0.535224521	1	< 0.1%

Value	Count	Frequency (%)
0.6792366888	82	0.1%
0.6739098819	1	< 0.1%
0.6688168704	1	< 0.1%
0.660817587	1	< 0.1%
0.6567731211	1	< 0.1%
0.6510265873	1	< 0.1%
0.6430373176	1	< 0.1%
0.6350133356	1	< 0.1%
0.6048266666	1	< 0.1%
0.5954457366	1	< 0.1%

sizelevel
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	126695
Distinct (%)	92.5%
Missing	1949
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	0.42455869

Minimum	-6.1887801
Maximum	6.7782683
Zeros	0
Zeros (%)	0.0%
Negative	57845
Negative (%)	41.7%
Memory size	1.1 MiB

Quantile statistics

Minimum	-6.1887801
5-th percentile	-2.8899942
Q1	-0.99561439
median	0.41171961
Q3	1.7808255
95-th percentile	3.8676796
Maximum	6.7782683
Range	12.967048
Interquartile range (IQR)	2.7764399

Descriptive statistics

Standard deviation	2.0595991
Coefficient of variation (CV)	4.8511529
Kurtosis	-0.13408014
Mean	0.42455869
Median Absolute Deviation (MAD)	1.3882063
Skewness	0.13347828
Sum	58120.386
Variance	4.2419485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.778268339	252	0.2%
-6.188780098	12	< 0.1%
2.834357012	4	< 0.1%
2.885069259	4	< 0.1%
2.863618041	4	< 0.1%
3.909812858	4	< 0.1%
2.798032233	4	< 0.1%
2.77365014	4	< 0.1%
2.73498344	4	< 0.1%
2.706705073	4	< 0.1%
Other values (126685)	136600	98.4%
(Missing)	1949	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.188780098	12	< 0.1%
-6.089806726	1	< 0.1%
-5.875153245	3	< 0.1%
-5.744644401	1	< 0.1%
-5.698877343	1	< 0.1%
-5.697605796	1	< 0.1%
-5.688910003	1	< 0.1%
-5.677978683	1	< 0.1%
-5.67274501	3	< 0.1%
-5.666401065	1	< 0.1%

Value	Count	Frequency (%)
6.778268339	252	0.2%
6.777981909	1	< 0.1%
6.777030109	1	< 0.1%
6.775192578	1	< 0.1%
6.774006875	1	< 0.1%
6.771083525	1	< 0.1%
6.768626457	4	< 0.1%
6.766020834	1	< 0.1%
6.759925656	4	< 0.1%
6.756083168	1	< 0.1%

sizetrend
Real number (ℝ)

MISSING ZEROS

Distinct	125361
Distinct (%)	91.6%
Missing	1949
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	-0.010516125

Minimum	-1.9274249
Maximum	2.0238423
Zeros	1451
Zeros (%)	1.0%
Negative	67844
Negative (%)	48.9%
Memory size	1.1 MiB

Quantile statistics

Minimum	-1.9274249
5-th percentile	-0.61174016
Q1	-0.1699208
median	0
Q3	0.16605711
95-th percentile	0.52716534
Maximum	2.0238423
Range	3.9512672
Interquartile range (IQR)	0.3359779

Descriptive statistics

Standard deviation	0.37084877
Coefficient of variation (CV)	-35.264774
Kurtosis	4.9625575
Mean	-0.010516125
Median Absolute Deviation (MAD)	0.16804698
Skewness	-0.1375372
Sum	-1439.6154
Variance	0.13752881
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1451	1.0%
2.023842297	195	0.1%
-1.927424889	163	0.1%
0.048737225	11	< 0.1%
0.020186838	6	< 0.1%
-0.010317172	6	< 0.1%
0.066758168	5	< 0.1%
0.00089401	4	< 0.1%
-0.108788864	4	< 0.1%
-0.065167374	4	< 0.1%
Other values (125351)	135047	97.3%
(Missing)	1949	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.927424889	163	0.1%
-1.925930284	1	< 0.1%
-1.920901263	1	< 0.1%
-1.915651948	1	< 0.1%
-1.91163673	1	< 0.1%
-1.910493458	1	< 0.1%
-1.90355336	1	< 0.1%
-1.903420821	1	< 0.1%
-1.898056977	1	< 0.1%
-1.893912536	3	< 0.1%

Value	Count	Frequency (%)
2.023842297	195	0.1%
2.019286397	1	< 0.1%
2.014178854	1	< 0.1%
2.009280808	1	< 0.1%
2.007782525	4	< 0.1%
1.997518285	1	< 0.1%
1.9962127	1	< 0.1%
1.995992341	1	< 0.1%
1.995804224	1	< 0.1%
1.992978812	1	< 0.1%

m2b
Real number (ℝ)

MISSING

Distinct	119942
Distinct (%)	92.5%
Missing	9145
Missing (%)	6.6%
Infinite	0
Infinite (%)	0.0%
Mean	2.2674856

Minimum	0.15081204
Maximum	104.05071
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0.15081204
5-th percentile	0.51161501
Q1	0.77610707
median	1.0186965
Q3	1.4475467
95-th percentile	4.2519716
Maximum	104.05071
Range	103.8999
Interquartile range (IQR)	0.6714396

Descriptive statistics

Standard deviation	7.9128966
Coefficient of variation (CV)	3.489723
Kurtosis	108.99113
Mean	2.2674856
Median Absolute Deviation (MAD)	0.29501344
Skewness	9.8849769
Sum	294092.88
Variance	62.613932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
104.0507124	372	0.3%
0.1508120391	56	< 0.1%
1	16	< 0.1%
0.6051362031	4	< 0.1%
1.816632591	4	< 0.1%
0.9716759411	4	< 0.1%
0.8967788394	4	< 0.1%
0.928001477	4	< 0.1%
0.9984934569	4	< 0.1%
0.910231488	4	< 0.1%
Other values (119932)	129228	93.1%
(Missing)	9145	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1508120391	56	< 0.1%
0.1513299782	1	< 0.1%
0.152787593	1	< 0.1%
0.1530961874	1	< 0.1%
0.1540299815	1	< 0.1%
0.157033924	1	< 0.1%
0.1573883875	1	< 0.1%
0.15802543	1	< 0.1%
0.1582560461	1	< 0.1%
0.1595983522	1	< 0.1%

Value	Count	Frequency (%)
104.0507124	372	0.3%
103.9444664	1	< 0.1%
103.8373914	1	< 0.1%
103.7406795	1	< 0.1%
103.4360089	1	< 0.1%
103.4158101	1	< 0.1%
103.0042729	1	< 0.1%
102.6811976	1	< 0.1%
102.4328174	1	< 0.1%
102.2519125	1	< 0.1%

sigma
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	122216
Distinct (%)	92.7%
Missing	6969
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17636983

Minimum	0.009583336
Maximum	1.1402662
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0.009583336
5-th percentile	0.058280323
Q1	0.097473197
median	0.14604218
Q3	0.2190869
95-th percentile	0.39489251
Maximum	1.1402662
Range	1.1306829
Interquartile range (IQR)	0.12161371

Descriptive statistics

Standard deviation	0.11676618
Coefficient of variation (CV)	0.66205301
Kurtosis	9.2186521
Mean	0.17636983
Median Absolute Deviation (MAD)	0.056266434
Skewness	2.2951434
Sum	23258.948
Variance	0.013634341
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.140266224	91	0.1%
0.009583336	38	< 0.1%
0.1661395308	18	< 0.1%
0.1599151669	12	< 0.1%
0.106509273	4	< 0.1%
0.1504973261	4	< 0.1%
0.146868491	4	< 0.1%
0.1202854074	4	< 0.1%
0.1142835172	4	< 0.1%
0.1094187959	4	< 0.1%
Other values (122206)	131693	94.8%
(Missing)	6969	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.009583336	38	< 0.1%
0.009584397	1	< 0.1%
0.009659634	1	< 0.1%
0.009858566	1	< 0.1%
0.009945627	1	< 0.1%
0.010167408	1	< 0.1%
0.010378297	1	< 0.1%
0.010406415	1	< 0.1%
0.010412391	1	< 0.1%
0.010536172	1	< 0.1%

Value	Count	Frequency (%)
1.140266224	91	0.1%
1.136656805	1	< 0.1%
1.129626418	1	< 0.1%
1.124353092	1	< 0.1%
1.120859335	1	< 0.1%
1.120319544	1	< 0.1%
1.111296276	1	< 0.1%
1.111035583	1	< 0.1%
1.108661714	1	< 0.1%
1.105889438	1	< 0.1%

DTDmedianNonFin
Real number (ℝ)

MISSING

Distinct	396
Distinct (%)	0.3%
Missing	6500
Missing (%)	4.7%
Infinite	0
Infinite (%)	0.0%
Mean	3.6086275

Minimum	1.6358092
Maximum	5.4149882
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	1.6358092
5-th percentile	2.1953595
Q1	3.0051335
median	3.5004305
Q3	4.434691
95-th percentile	5.0768855
Maximum	5.4149882
Range	3.7791791
Interquartile range (IQR)	1.4295575

Descriptive statistics

Standard deviation	0.90571893
Coefficient of variation (CV)	0.25098709
Kurtosis	-0.92307786
Mean	3.6086275
Median Absolute Deviation (MAD)	0.69614967
Skewness	0.069523149
Sum	477583.81
Variance	0.82032679
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.423880075	419	0.3%
5.04642172	415	0.3%
4.234486286	415	0.3%
5.022839889	415	0.3%
5.235503283	415	0.3%
5.197767451	414	0.3%
5.359349579	412	0.3%
4.835045231	412	0.3%
4.895286094	412	0.3%
4.854561228	411	0.3%
Other values (386)	128205	92.3%
(Missing)	6500	4.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.635809169	381	0.3%
1.734807906	377	0.3%
1.791268535	382	0.3%
1.849498135	383	0.3%
1.860648049	384	0.3%
1.863507497	324	0.2%
1.885356779	327	0.2%
1.918101868	319	0.2%
1.935938953	377	0.3%
1.935962673	323	0.2%

Value	Count	Frequency (%)
5.41498823	400	0.3%
5.387167933	402	0.3%
5.359349579	412	0.3%
5.351843201	398	0.3%
5.340295454	399	0.3%
5.307231783	403	0.3%
5.305463992	400	0.3%
5.293061995	395	0.3%
5.269803654	402	0.3%
5.252275721	392	0.3%

Company_name
Text

Distinct	973
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Length

Max length	51
Median length	35
Mean length	20.190032
Min length	5

Characters and Unicode

Total characters	2803285
Distinct characters	61
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	FutureFuel Corp
2nd row	FutureFuel Corp
3rd row	FutureFuel Corp
4th row	FutureFuel Corp
5th row	FutureFuel Corp

Value	Count	Frequency (%)
inc	55405	12.5%
corp	36090	8.1%
energy	32675	7.4%
lp	13247	3.0%
resources	13168	3.0%
co	12352	2.8%
partners	9358	2.1%
oil	7796	1.8%
petroleum	6093	1.4%
trust	5831	1.3%
Other values (1015)	251422	56.7%

Most occurring characters

Value	Count	Frequency (%)
	304592	10.9%
r	231740	8.3%
e	230018	8.2%
n	215347	7.7%
o	187749	6.7%
a	132079	4.7%
s	119857	4.3%
c	118022	4.2%
i	111895	4.0%
t	105722	3.8%
Other values (51)	1046264	37.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1957846	69.8%
Uppercase Letter	526572	18.8%
Space Separator	304592	10.9%
Other Punctuation	10676	0.4%
Dash Punctuation	2586	0.1%
Decimal Number	1013	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	231740	11.8%
e	230018	11.7%
n	215347	11.0%
o	187749	9.6%
a	132079	6.7%
s	119857	6.1%
c	118022	6.0%
i	111895	5.7%
t	105722	5.4%
l	101550	5.2%
Other values (16)	403867	20.6%

Uppercase Letter

Value	Count	Frequency (%)
C	77632	14.7%
I	71147	13.5%
E	53567	10.2%
P	53239	10.1%
L	32374	6.1%
S	28519	5.4%
R	27416	5.2%
T	23663	4.5%
O	22500	4.3%
G	20445	3.9%
Other values (16)	116070	22.0%

Other Punctuation

Value	Count	Frequency (%)
/	5364	50.2%
&	5165	48.4%
.	108	1.0%
'	39	0.4%

Decimal Number

Value	Count	Frequency (%)
6	490	48.4%
3	378	37.3%
1	145	14.3%

Space Separator

Value	Count	Frequency (%)
	304592	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	2586	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2484418	88.6%
Common	318867	11.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	231740	9.3%
e	230018	9.3%
n	215347	8.7%
o	187749	7.6%
a	132079	5.3%
s	119857	4.8%
c	118022	4.8%
i	111895	4.5%
t	105722	4.3%
l	101550	4.1%
Other values (42)	930439	37.5%

Common

Value	Count	Frequency (%)
	304592	95.5%
/	5364	1.7%
&	5165	1.6%
-	2586	0.8%
6	490	0.2%
3	378	0.1%
1	145	< 0.1%
.	108	< 0.1%
'	39	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2803285	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	304592	10.9%
r	231740	8.3%
e	230018	8.2%
n	215347	7.7%
o	187749	6.7%
a	132079	4.7%
s	119857	4.3%
c	118022	4.2%
i	111895	4.0%
t	105722	3.8%
Other values (51)	1046264	37.3%

INDUSTRY2
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	34
Missing (%)	< 0.1%
Memory size	1.1 MiB

131010.0	89502
131011.0	34476
131110.0	14833

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	1110488
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	131110.0
2nd row	131110.0
3rd row	131110.0
4th row	131110.0
5th row	131110.0

Common Values

Value	Count	Frequency (%)
131010.0	89502	64.5%
131011.0	34476	24.8%
131110.0	14833	10.7%
(Missing)	34	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
131010.0	89502	64.5%
131011.0	34476	24.8%
131110.0	14833	10.7%

Most occurring characters

Value	Count	Frequency (%)
1	465742	41.9%
0	367124	33.1%
3	138811	12.5%
.	138811	12.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	971677	87.5%
Other Punctuation	138811	12.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	465742	47.9%
0	367124	37.8%
3	138811	14.3%

Other Punctuation

Value	Count	Frequency (%)
.	138811	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1110488	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	465742	41.9%
0	367124	33.1%
3	138811	12.5%
.	138811	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1110488	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	465742	41.9%
0	367124	33.1%
3	138811	12.5%
.	138811	12.5%

Date
Date

Distinct	432
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Minimum	1988-01-31 00:00:00
Maximum	2023-12-31 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Y
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

0	136031
1	2814

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	138845
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	136031	98.0%
1	2814	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	136031	98.0%
1	2814	2.0%

Most occurring characters

Value	Count	Frequency (%)
0	136031	98.0%
1	2814	2.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	138845	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	136031	98.0%
1	2814	2.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	138845	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	136031	98.0%
1	2814	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	138845	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	136031	98.0%
1	2814	2.0%

Auto

Heatmap
Table

	CompNo	DTDmedianNonFin	INDUSTRY2	STInt	StkIndx	Y	dtdlevel	dtdtrend	liqnonfinlevel	liqnonfintrend	m2b	ni2talevel	ni2tatrend	sigma	sizelevel	sizetrend
CompNo	1.000	0.161	0.192	-0.244	-0.029	0.050	-0.168	-0.047	0.003	-0.027	-0.115	-0.154	-0.002	0.204	-0.199	-0.047
DTDmedianNonFin	0.161	1.000	0.029	-0.406	0.317	0.088	0.210	0.096	-0.017	-0.006	-0.057	0.021	0.007	-0.302	0.027	-0.055
INDUSTRY2	0.192	0.029	1.000	-0.025	-0.011	0.018	-0.126	0.003	0.424	0.005	-0.051	-0.121	-0.009	0.185	-0.108	-0.034
STInt	-0.244	-0.406	-0.025	1.000	0.070	0.108	0.018	0.018	0.052	-0.010	0.146	0.081	0.019	0.056	-0.024	0.151
StkIndx	-0.029	0.317	-0.011	0.070	1.000	0.055	0.020	0.226	-0.004	-0.009	-0.040	-0.054	0.024	-0.080	-0.012	0.044
Y	0.050	0.088	0.018	0.108	0.055	1.000	-0.175	-0.100	-0.067	-0.033	-0.127	-0.143	-0.031	0.148	-0.109	-0.155
dtdlevel	-0.168	0.210	-0.126	0.018	0.020	-0.175	1.000	-0.069	0.210	0.006	0.419	0.499	-0.012	-0.730	0.481	0.050
dtdtrend	-0.047	0.096	0.003	0.018	0.226	-0.100	-0.069	1.000	0.013	0.125	0.114	0.023	0.087	-0.159	0.042	0.374
liqnonfinlevel	0.003	-0.017	0.424	0.052	-0.004	-0.067	0.210	0.013	1.000	-0.057	0.117	0.059	-0.027	0.031	-0.110	-0.008
liqnonfintrend	-0.027	-0.006	0.005	-0.010	-0.009	-0.033	0.006	0.125	-0.057	1.000	0.010	0.102	0.068	-0.011	0.047	0.066
m2b	-0.115	-0.057	-0.051	0.146	-0.040	-0.127	0.419	0.114	0.117	0.010	1.000	0.296	0.071	-0.142	0.202	0.330
ni2talevel	-0.154	0.021	-0.121	0.081	-0.054	-0.143	0.499	0.023	0.059	0.102	0.296	1.000	-0.147	-0.447	0.328	0.104
ni2tatrend	-0.002	0.007	-0.009	0.019	0.024	-0.031	-0.012	0.087	-0.027	0.068	0.071	-0.147	1.000	0.013	-0.004	0.146
sigma	0.204	-0.302	0.185	0.056	-0.080	0.148	-0.730	-0.159	0.031	-0.011	-0.142	-0.447	0.013	1.000	-0.633	-0.031
sizelevel	-0.199	0.027	-0.108	-0.024	-0.012	-0.109	0.481	0.042	-0.110	0.047	0.202	0.328	-0.004	-0.633	1.000	0.068
sizetrend	-0.047	-0.055	-0.034	0.151	0.044	-0.155	0.050	0.374	-0.008	0.066	0.330	0.104	0.146	-0.031	0.068	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	CompNo	StkIndx	STInt	dtdlevel	dtdtrend	liqnonfinlevel	liqnonfintrend	ni2talevel	ni2tatrend	sizelevel	sizetrend	m2b	sigma	DTDmedianNonFin	Company_name	INDUSTRY2	Date
0	27014	0.133740	-0.011305	NaN	NaN	NaN	NaN	NaN	NaN	0.098522	0.000000	NaN	NaN	4.439600	FutureFuel Corp	131110.0	3/31/2011
1	27014	0.129957	-0.011527	NaN	NaN	NaN	NaN	NaN	NaN	0.171694	0.073172	NaN	NaN	4.525509	FutureFuel Corp	131110.0	4/30/2011
2	27014	0.232883	-0.011487	NaN	NaN	1.731534	0.000000	0.002657	0.000000	0.211718	0.080046	1.351018	NaN	4.615192	FutureFuel Corp	131110.0	5/31/2011
3	27014	0.281292	-0.011628	9.838830	0.000000	1.731534	0.000000	0.002657	0.000000	0.194665	-0.051159	1.238226	0.088230	4.581457	FutureFuel Corp	131110.0	6/30/2011
4	27014	0.173168	-0.011304	10.160107	0.321278	1.731534	0.000000	0.002657	0.000000	0.182296	-0.049475	1.286089	0.081930	4.557544	FutureFuel Corp	131110.0	7/31/2011
5	27014	0.161589	-0.011628	8.820029	-2.680157	1.812188	0.241960	0.003943	0.003859	0.162507	-0.098942	1.245908	0.095825	3.890736	FutureFuel Corp	131110.0	8/31/2011
6	27014	-0.008570	-0.011587	7.922600	-2.692284	1.860579	0.193568	0.004715	0.003087	0.136981	-0.153159	1.251859	0.102452	3.503146	FutureFuel Corp	131110.0	9/30/2011
7	27014	0.058870	-0.011729	7.317280	-2.421282	1.892841	0.161307	0.005229	0.002573	0.127665	-0.065209	1.261003	0.108931	3.653213	FutureFuel Corp	131110.0	10/31/2011
8	27014	0.056253	-0.011668	6.791160	-2.630602	1.903711	0.065220	0.006113	0.005304	0.132752	0.040696	1.380050	0.125557	3.543607	FutureFuel Corp	131110.0	11/30/2011
9	27014	-0.000223	-0.011628	6.420410	-2.224495	1.911863	0.057068	0.006776	0.004641	0.135479	0.024536	1.361292	0.124501	3.495836	FutureFuel Corp	131110.0	12/31/2011

	CompNo	StkIndx	STInt	dtdlevel	dtdtrend	liqnonfinlevel	liqnonfintrend	ni2talevel	ni2tatrend	sizelevel	sizetrend	m2b	sigma	DTDmedianNonFin	Company_name	INDUSTRY2	Date
138835	212539	0.083115	0.010061	NaN	NaN	NaN	NaN	NaN	NaN	-3.247830	-0.326275	NaN	NaN	2.963553	Turbo Energy SA	131110.0	10/31/2023
138836	212539	0.119529	0.009763	NaN	NaN	NaN	NaN	NaN	NaN	-3.245413	0.004834	NaN	NaN	3.119818	Turbo Energy SA	131110.0	11/30/2023
138837	212539	0.239149	0.009543	NaN	NaN	NaN	NaN	NaN	NaN	-3.342075	-0.289986	NaN	0.392897	3.316397	Turbo Energy SA	131110.0	12/31/2023
138838	212613	0.083115	0.010061	NaN	NaN	NaN	NaN	NaN	NaN	1.310802	0.000000	NaN	NaN	2.963553	Atlas Energy Solutions Inc	131011.0	10/31/2023
138839	212613	0.119529	0.009763	NaN	NaN	NaN	NaN	NaN	NaN	1.279521	-0.031282	NaN	NaN	3.119818	Atlas Energy Solutions Inc	131011.0	11/30/2023
138840	212613	0.239149	0.009543	NaN	NaN	NaN	NaN	NaN	NaN	1.268367	-0.022306	NaN	0.433580	3.316397	Atlas Energy Solutions Inc	131011.0	12/31/2023
138841	212750	0.083115	0.010061	NaN	NaN	NaN	NaN	NaN	NaN	1.271260	0.000000	NaN	NaN	2.963553	Mach Natural Resources LP	131010.0	10/31/2023
138842	212750	0.119529	0.009763	NaN	NaN	NaN	NaN	NaN	NaN	1.252952	-0.018307	NaN	NaN	3.119818	Mach Natural Resources LP	131010.0	11/30/2023
138843	212750	0.239149	0.009543	NaN	NaN	NaN	NaN	NaN	NaN	1.219033	-0.067838	NaN	NaN	3.316397	Mach Natural Resources LP	131010.0	12/31/2023
138844	213058	0.239149	0.009543	NaN	NaN	NaN	NaN	NaN	NaN	-1.181424	0.000000	NaN	NaN	3.316397	Vast Solar Pty Ltd	131110.0	12/31/2023

Most frequently occurring

	CompNo	StkIndx	STInt	dtdlevel	dtdtrend	liqnonfinlevel	liqnonfintrend	ni2talevel	ni2tatrend	sizelevel	sizetrend	m2b	sigma	DTDmedianNonFin	Company_name	INDUSTRY2	Date	# duplicates
1075	30321	-0.466057	-0.010688	3.527319	-3.556040	0.729963	-0.015729	-0.002895	-0.102274	0.752774	-1.667536	0.762743	0.238204	1.635809	ION Geophysical Corp	131011.0	2/28/2009	4
1076	30321	-0.396787	-0.010869	3.101828	-2.924317	0.722956	-0.008722	-0.012367	-0.092802	0.610953	-1.097944	0.797907	0.286072	1.734808	ION Geophysical Corp	131011.0	3/31/2009	4
1077	30321	-0.389791	-0.010768	3.982187	-3.870909	0.736971	-0.348992	0.006577	0.000443	0.925377	-1.560260	0.584412	0.232551	1.791269	ION Geophysical Corp	131011.0	1/31/2009	4
1078	30321	-0.388841	-0.011507	4.790406	-4.116944	0.801635	-0.413657	0.006489	0.000532	1.162340	-1.198931	0.697713	0.175650	1.860648	ION Geophysical Corp	131011.0	11/30/2008	4
1079	30321	-0.383806	-0.011366	4.386953	-3.597899	0.769303	-0.381324	0.006533	0.000487	1.067021	-0.922704	0.727130	0.187496	1.849498	ION Geophysical Corp	131011.0	12/31/2008	4
1080	30321	-0.373726	-0.009934	5.190508	-2.631085	0.833968	0.048659	0.006444	0.000555	1.257842	-0.607368	1.002623	0.151452	2.208862	ION Geophysical Corp	131011.0	10/31/2008	4
1081	30321	-0.370081	-0.011172	2.681524	-2.215649	0.715949	-0.001715	-0.021839	-0.083330	0.499197	-0.463817	0.855668	0.298327	1.935939	ION Geophysical Corp	131011.0	4/30/2009	4
1082	30321	-0.342654	-0.011152	2.263148	-1.707037	0.698930	-0.024197	-0.023503	0.007321	0.396134	-0.210909	0.894826	0.314039	2.025871	ION Geophysical Corp	131011.0	5/31/2009	4
1083	30321	-0.286191	-0.002237	4.642272	0.006512	1.821613	0.026003	-0.005368	0.005540	1.346833	-0.133373	1.151176	0.163613	2.049791	ION Geophysical Corp	131011.0	9/30/2001	4
1084	30321	-0.281781	-0.010962	1.834412	-1.255934	0.681912	-0.007179	-0.025168	0.008986	0.293725	-0.009947	0.913742	0.320531	2.064571	ION Geophysical Corp	131011.0	6/30/2009	4

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring